This concept isn’t new—in fact, it is the essence of representational state transfer (REST). Instead of converting to a ...
Abstract: This paper introduces Flamingo, a system for secure aggregation of data across a large set of clients. In secure aggregation, a server sums up the private inputs of clients and obtains the ...
Abstract: As a distributed machine learning method, federated learning (FL) can collaboratively train a global model with multiple devices without sharing the original data, thus protecting certain ...